Overview
Brought to you by YData
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 4585125 |
| Missing cells | 93475 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 771763 |
| Duplicate rows (%) | 16.8% |
| Total size in memory | 1.5 GiB |
| Average record size in memory | 348.6 B |
Variable types
| Categorical | 21 |
|---|---|
| Numeric | 3 |
| Unsupported | 2 |
is_Origination_channel_tpo has constant value "0.0" | Constant |
| Dataset has 771763 (16.8%) duplicate rows | Duplicates |
is_First_time_homeowner is highly overall correlated with is_First_time_homeowner_No | High correlation |
is_First_time_homeowner_No is highly overall correlated with is_First_time_homeowner | High correlation |
is_Loan_purpose_cash is highly overall correlated with is_Loan_purpose_purc | High correlation |
is_Loan_purpose_noca is highly overall correlated with is_Loan_purpose_purc | High correlation |
is_Loan_purpose_purc is highly overall correlated with is_Loan_purpose_cash and 1 other fields | High correlation |
is_Occupancy_status_inve is highly overall correlated with is_Occupancy_status_prim | High correlation |
is_Occupancy_status_prim is highly overall correlated with is_Occupancy_status_inve and 1 other fields | High correlation |
is_Occupancy_status_seco is highly overall correlated with is_Occupancy_status_prim | High correlation |
is_Origination_channel_corr is highly overall correlated with is_Origination_channel_reta | High correlation |
is_Origination_channel_reta is highly overall correlated with is_Origination_channel_corr | High correlation |
is_Property_type_pud is highly overall correlated with is_Property_type_sing | High correlation |
is_Property_type_sing is highly overall correlated with is_Property_type_pud | High correlation |
Number_of_units is highly imbalanced (91.3%) | Imbalance |
is_Occupancy_status_inve is highly imbalanced (62.2%) | Imbalance |
is_Occupancy_status_seco is highly imbalanced (76.6%) | Imbalance |
is_Property_type_cond is highly imbalanced (58.2%) | Imbalance |
is_Property_type_coop is highly imbalanced (98.6%) | Imbalance |
is_Property_type_manu is highly imbalanced (96.3%) | Imbalance |
DFlag is highly imbalanced (89.0%) | Imbalance |
Debt_to_income has 93317 (2.0%) missing values | Missing |
Credit_Score is highly skewed (γ1 = 56.1532274) | Skewed |
CLoan_to_value is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
OLoan_to_value is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Mortgage_Insurance has 3200202 (69.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-24 01:12:46.699309 |
|---|---|
| Analysis finished | 2025-10-24 01:15:43.405826 |
| Duration | 2 minutes and 56.71 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
Origination_date
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 293.0 MiB |
| 2019-10-01 | |
|---|---|
| 2019-07-01 | |
| 2016-07-01 | |
| 2016-10-01 | |
| 2016-04-01 | |
| Other values (7) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2016-01-01 |
|---|---|
| 2nd row | 2016-01-01 |
| 3rd row | 2016-01-01 |
| 4th row | 2016-01-01 |
| 5th row | 2016-01-01 |
Common Values
| Value | Count | Frequency (%) |
| 2019-10-01 | 533390 | |
| 2019-07-01 | 524439 | |
| 2016-07-01 | 463598 | |
| 2016-10-01 | 449052 | |
| 2016-04-01 | 415979 | |
| 2019-04-01 | 404381 | |
| 2018-04-01 | 345799 | |
| 2018-07-01 | 318510 | |
| 2016-01-01 | 297139 | |
| 2018-01-01 | 283276 | |
| Other values (2) | 549562 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2019-10-01 | 533390 | |
| 2019-07-01 | 524439 | |
| 2016-07-01 | 463598 | |
| 2016-10-01 | 449052 | |
| 2016-04-01 | 415979 | |
| 2019-04-01 | 404381 | |
| 2018-04-01 | 345799 | |
| 2018-07-01 | 318510 | |
| 2016-01-01 | 297139 | |
| 2018-01-01 | 283276 | |
| Other values (2) | 549562 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13755375 | |
| 1 | 11282669 | |
| - | 9170250 | |
| 2 | 4585125 | 10.0% |
| 9 | 1735667 | 3.8% |
| 6 | 1625768 | 3.5% |
| 7 | 1306547 | 2.8% |
| 8 | 1223690 | 2.7% |
| 4 | 1166159 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 45851250 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13755375 | |
| 1 | 11282669 | |
| - | 9170250 | |
| 2 | 4585125 | 10.0% |
| 9 | 1735667 | 3.8% |
| 6 | 1625768 | 3.5% |
| 7 | 1306547 | 2.8% |
| 8 | 1223690 | 2.7% |
| 4 | 1166159 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 45851250 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13755375 | |
| 1 | 11282669 | |
| - | 9170250 | |
| 2 | 4585125 | 10.0% |
| 9 | 1735667 | 3.8% |
| 6 | 1625768 | 3.5% |
| 7 | 1306547 | 2.8% |
| 8 | 1223690 | 2.7% |
| 4 | 1166159 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 45851250 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13755375 | |
| 1 | 11282669 | |
| - | 9170250 | |
| 2 | 4585125 | 10.0% |
| 9 | 1735667 | 3.8% |
| 6 | 1625768 | 3.5% |
| 7 | 1306547 | 2.8% |
| 8 | 1223690 | 2.7% |
| 4 | 1166159 | 2.5% |
Credit_Score
Real number (ℝ)
Skewed
| Distinct | 389 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 750.80431 |
| Minimum | 309 |
|---|---|
| Maximum | 10000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 35.0 MiB |
Quantile statistics
| Minimum | 309 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 717 |
| median | 757 |
| Q3 | 786 |
| 95-th percentile | 808 |
| Maximum | 10000 |
| Range | 9691 |
| Interquartile range (IQR) | 69 |
Descriptive statistics
| Standard deviation | 149.31935 |
|---|---|
| Coefficient of variation (CV) | 0.19887919 |
| Kurtosis | 3476.467 |
| Mean | 750.80431 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 56.153227 |
| Sum | 3.4425316 × 109 |
| Variance | 22296.27 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 801 | 52972 | 1.2% |
| 790 | 50550 | 1.1% |
| 797 | 50388 | 1.1% |
| 787 | 49503 | 1.1% |
| 791 | 47685 | 1.0% |
| 802 | 46234 | 1.0% |
| 796 | 45184 | 1.0% |
| 798 | 44838 | 1.0% |
| 784 | 44052 | 1.0% |
| 800 | 43602 | 1.0% |
| Other values (379) | 4110117 |
| Value | Count | Frequency (%) |
| 309 | 1 | |
| 386 | 1 | |
| 427 | 1 | |
| 436 | 1 | |
| 440 | 1 | |
| 441 | 1 | |
| 445 | 1 | |
| 449 | 1 | |
| 454 | 1 | |
| 456 | 2 |
| Value | Count | Frequency (%) |
| 10000 | 387 | |
| 9999 | 697 | |
| 850 | 1 | < 0.1% |
| 843 | 1 | < 0.1% |
| 840 | 1 | < 0.1% |
| 839 | 9 | < 0.1% |
| 838 | 1 | < 0.1% |
| 837 | 4 | < 0.1% |
| 835 | 3 | < 0.1% |
| 834 | 13 | < 0.1% |
Mortgage_Insurance
Real number (ℝ)
Zeros
| Distinct | 36 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4783022 |
| Minimum | 0 |
|---|---|
| Maximum | 53 |
| Zeros | 3200202 |
| Zeros (%) | 69.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 35.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 18 |
| 95-th percentile | 30 |
| Maximum | 53 |
| Range | 53 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.912594 |
|---|---|
| Coefficient of variation (CV) | 1.5929543 |
| Kurtosis | -0.68898435 |
| Mean | 7.4783022 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0768405 |
| Sum | 34288928 |
| Variance | 141.90989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 0 | 3200202 | |
| 25 | 561799 | 12.3% |
| 30 | 559005 | 12.2% |
| 12 | 195937 | 4.3% |
| 18 | 22102 | 0.5% |
| 6 | 22047 | 0.5% |
| 16 | 12180 | 0.3% |
| 35 | 10661 | 0.2% |
| 20 | 992 | < 0.1% |
| 17 | 92 | < 0.1% |
| Other values (26) | 105 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3200202 | |
| 1 | 1 | < 0.1% |
| 6 | 22047 | 0.5% |
| 10 | 3 | < 0.1% |
| 12 | 195937 | 4.3% |
| 13 | 1 | < 0.1% |
| 15 | 8 | < 0.1% |
| 16 | 12180 | 0.3% |
| 17 | 92 | < 0.1% |
| 18 | 22102 | 0.5% |
| Value | Count | Frequency (%) |
| 53 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 43 | 3 | < 0.1% |
| 40 | 14 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 3 | < 0.1% |
| 37 | 3 | < 0.1% |
| 35 | 10661 |
Number_of_units
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 1.0 | |
|---|---|
| 2.0 | 69640 |
| 3.0 | 16204 |
| 4.0 | 12520 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 4486761 | |
| 2.0 | 69640 | 1.5% |
| 3.0 | 16204 | 0.4% |
| 4.0 | 12520 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 4486761 | |
| 2.0 | 69640 | 1.5% |
| 3.0 | 16204 | 0.4% |
| 4.0 | 12520 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4585125 | |
| 0 | 4585125 | |
| 1 | 4486761 | |
| 2 | 69640 | 0.5% |
| 3 | 16204 | 0.1% |
| 4 | 12520 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 4585125 | |
| 0 | 4585125 | |
| 1 | 4486761 | |
| 2 | 69640 | 0.5% |
| 3 | 16204 | 0.1% |
| 4 | 12520 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 4585125 | |
| 0 | 4585125 | |
| 1 | 4486761 | |
| 2 | 69640 | 0.5% |
| 3 | 16204 | 0.1% |
| 4 | 12520 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 4585125 | |
| 0 | 4585125 | |
| 1 | 4486761 | |
| 2 | 69640 | 0.5% |
| 3 | 16204 | 0.1% |
| 4 | 12520 | 0.1% |
CLoan_to_value
Unsupported
Rejected Unsupported
| Missing | 108 |
|---|---|
| Missing (%) | < 0.1% |
| Memory size | 213.3 MiB |
Debt_to_income
Real number (ℝ)
Missing
| Distinct | 54 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 93317 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.020002 |
| Minimum | 1 |
|---|---|
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 35.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 28 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 49 |
| Maximum | 61 |
| Range | 60 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 9.4154345 |
|---|---|
| Coefficient of variation (CV) | 0.26885877 |
| Kurtosis | -0.51000317 |
| Mean | 35.020002 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.47273383 |
| Sum | 1.5730312 × 108 |
| Variance | 88.650407 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 44 | 210620 | 4.6% |
| 45 | 209992 | 4.6% |
| 43 | 196250 | 4.3% |
| 42 | 185748 | 4.1% |
| 41 | 179006 | 3.9% |
| 40 | 174045 | 3.8% |
| 39 | 169391 | 3.7% |
| 38 | 165089 | 3.6% |
| 37 | 160898 | 3.5% |
| 36 | 156510 | 3.4% |
| Other values (44) | 2684259 |
| Value | Count | Frequency (%) |
| 1 | 341 | < 0.1% |
| 2 | 417 | < 0.1% |
| 3 | 577 | < 0.1% |
| 4 | 787 | < 0.1% |
| 5 | 1205 | < 0.1% |
| 6 | 1784 | < 0.1% |
| 7 | 2626 | 0.1% |
| 8 | 3816 | |
| 9 | 5542 | |
| 10 | 7665 |
| Value | Count | Frequency (%) |
| 61 | 1 | < 0.1% |
| 54 | 2 | < 0.1% |
| 53 | 1 | < 0.1% |
| 51 | 5 | < 0.1% |
| 50 | 110661 | |
| 49 | 117309 | |
| 48 | 108734 | |
| 47 | 107368 | |
| 46 | 109147 | |
| 45 | 209992 |
OLoan_to_value
Unsupported
Rejected Unsupported
| Missing | 45 |
|---|---|
| Missing (%) | < 0.1% |
| Memory size | 213.3 MiB |
Single_borrower
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 262.4 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 2414563 | |
| 0.0 | 2170560 | |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 2414563 | |
| 0.0 | 2170560 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6755683 | |
| . | 4585123 | |
| 1 | 2414563 | 17.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755369 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6755683 | |
| . | 4585123 | |
| 1 | 2414563 | 17.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755369 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6755683 | |
| . | 4585123 | |
| 1 | 2414563 | 17.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755369 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6755683 | |
| . | 4585123 | |
| 1 | 2414563 | 17.6% |
is_Loan_purpose_purc
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 2476620 | |
| 0.0 | 2108505 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 2476620 | |
| 0.0 | 2108505 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6693630 | |
| . | 4585125 | |
| 1 | 2476620 | 18.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6693630 | |
| . | 4585125 | |
| 1 | 2476620 | 18.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6693630 | |
| . | 4585125 | |
| 1 | 2476620 | 18.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6693630 | |
| . | 4585125 | |
| 1 | 2476620 | 18.0% |
is_Loan_purpose_cash
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3607740 | |
| 1.0 | 977385 | 21.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 3607740 | |
| 1.0 | 977385 | 21.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8192865 | |
| . | 4585125 | |
| 1 | 977385 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8192865 | |
| . | 4585125 | |
| 1 | 977385 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8192865 | |
| . | 4585125 | |
| 1 | 977385 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8192865 | |
| . | 4585125 | |
| 1 | 977385 | 7.1% |
is_Loan_purpose_noca
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3454005 | |
| 1.0 | 1131120 | 24.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 3454005 | |
| 1.0 | 1131120 | 24.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8039130 | |
| . | 4585125 | |
| 1 | 1131120 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8039130 | |
| . | 4585125 | |
| 1 | 1131120 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8039130 | |
| . | 4585125 | |
| 1 | 1131120 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8039130 | |
| . | 4585125 | |
| 1 | 1131120 | 8.2% |
is_First_time_homeowner
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3621607 | |
| 1.0 | 963518 | 21.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 3621607 | |
| 1.0 | 963518 | 21.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8206732 | |
| . | 4585125 | |
| 1 | 963518 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8206732 | |
| . | 4585125 | |
| 1 | 963518 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8206732 | |
| . | 4585125 | |
| 1 | 963518 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8206732 | |
| . | 4585125 | |
| 1 | 963518 | 7.0% |
is_First_time_homeowner_No
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 3621606 | |
| 0.0 | 963519 | 21.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 3621606 | |
| 0.0 | 963519 | 21.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5548644 | |
| . | 4585125 | |
| 1 | 3621606 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5548644 | |
| . | 4585125 | |
| 1 | 3621606 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5548644 | |
| . | 4585125 | |
| 1 | 3621606 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5548644 | |
| . | 4585125 | |
| 1 | 3621606 |
is_Occupancy_status_prim
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 4074346 | |
| 0.0 | 510779 | 11.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 4074346 | |
| 0.0 | 510779 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5095904 | |
| . | 4585125 | |
| 1 | 4074346 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5095904 | |
| . | 4585125 | |
| 1 | 4074346 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5095904 | |
| . | 4585125 | |
| 1 | 4074346 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5095904 | |
| . | 4585125 | |
| 1 | 4074346 |
is_Occupancy_status_inve
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 | 335816 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4249309 | |
| 1.0 | 335816 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4249309 | |
| 1.0 | 335816 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8834434 | |
| . | 4585125 | |
| 1 | 335816 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8834434 | |
| . | 4585125 | |
| 1 | 335816 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8834434 | |
| . | 4585125 | |
| 1 | 335816 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8834434 | |
| . | 4585125 | |
| 1 | 335816 | 2.4% |
is_Occupancy_status_seco
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 | 174963 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4410162 | |
| 1.0 | 174963 | 3.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4410162 | |
| 1.0 | 174963 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8995287 | |
| . | 4585125 | |
| 1 | 174963 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8995287 | |
| . | 4585125 | |
| 1 | 174963 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8995287 | |
| . | 4585125 | |
| 1 | 174963 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8995287 | |
| . | 4585125 | |
| 1 | 174963 | 1.3% |
is_Origination_channel_reta
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 2604905 | |
| 0.0 | 1980220 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 2604905 | |
| 0.0 | 1980220 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6565345 | |
| . | 4585125 | |
| 1 | 2604905 | 18.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6565345 | |
| . | 4585125 | |
| 1 | 2604905 | 18.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6565345 | |
| . | 4585125 | |
| 1 | 2604905 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6565345 | |
| . | 4585125 | |
| 1 | 2604905 | 18.9% |
is_Origination_channel_brok
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4076285 | |
| 1.0 | 508840 | 11.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4076285 | |
| 1.0 | 508840 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8661410 | |
| . | 4585125 | |
| 1 | 508840 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8661410 | |
| . | 4585125 | |
| 1 | 508840 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8661410 | |
| . | 4585125 | |
| 1 | 508840 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8661410 | |
| . | 4585125 | |
| 1 | 508840 | 3.7% |
is_Origination_channel_corr
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3113750 | |
| 1.0 | 1471375 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 3113750 | |
| 1.0 | 1471375 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7698875 | |
| . | 4585125 | |
| 1 | 1471375 | 10.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7698875 | |
| . | 4585125 | |
| 1 | 1471375 | 10.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7698875 | |
| . | 4585125 | |
| 1 | 1471375 | 10.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7698875 | |
| . | 4585125 | |
| 1 | 1471375 | 10.7% |
is_Origination_channel_tpo
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4585125 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4585125 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9170250 | |
| . | 4585125 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9170250 | |
| . | 4585125 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9170250 | |
| . | 4585125 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9170250 | |
| . | 4585125 |
is_Property_type_cond
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 | 387006 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4198119 | |
| 1.0 | 387006 | 8.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4198119 | |
| 1.0 | 387006 | 8.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8783244 | |
| . | 4585125 | |
| 1 | 387006 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8783244 | |
| . | 4585125 | |
| 1 | 387006 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8783244 | |
| . | 4585125 | |
| 1 | 387006 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8783244 | |
| . | 4585125 | |
| 1 | 387006 | 2.8% |
is_Property_type_coop
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 | 5992 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4579133 | |
| 1.0 | 5992 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4579133 | |
| 1.0 | 5992 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9164258 | |
| . | 4585125 | |
| 1 | 5992 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9164258 | |
| . | 4585125 | |
| 1 | 5992 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9164258 | |
| . | 4585125 | |
| 1 | 5992 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9164258 | |
| . | 4585125 | |
| 1 | 5992 | < 0.1% |
is_Property_type_manu
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 | 17707 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4567418 | |
| 1.0 | 17707 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4567418 | |
| 1.0 | 17707 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9152543 | |
| . | 4585125 | |
| 1 | 17707 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9152543 | |
| . | 4585125 | |
| 1 | 17707 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9152543 | |
| . | 4585125 | |
| 1 | 17707 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9152543 | |
| . | 4585125 | |
| 1 | 17707 | 0.1% |
is_Property_type_pud
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3315912 | |
| 1.0 | 1269213 | 27.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 3315912 | |
| 1.0 | 1269213 | 27.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7901037 | |
| . | 4585125 | |
| 1 | 1269213 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7901037 | |
| . | 4585125 | |
| 1 | 1269213 | 9.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7901037 | |
| . | 4585125 | |
| 1 | 1269213 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7901037 | |
| . | 4585125 | |
| 1 | 1269213 | 9.2% |
is_Property_type_sing
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 2905207 | |
| 0.0 | 1679918 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 2905207 | |
| 0.0 | 1679918 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6265043 | |
| . | 4585125 | |
| 1 | 2905207 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6265043 | |
| . | 4585125 | |
| 1 | 2905207 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6265043 | |
| . | 4585125 | |
| 1 | 2905207 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6265043 | |
| . | 4585125 | |
| 1 | 2905207 |
DFlag
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 262.4 MiB |
| 0.0 | |
|---|---|
| 1.0 | 66981 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4518144 | |
| 1.0 | 66981 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4518144 | |
| 1.0 | 66981 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9103269 | |
| . | 4585125 | |
| 1 | 66981 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9103269 | |
| . | 4585125 | |
| 1 | 66981 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9103269 | |
| . | 4585125 | |
| 1 | 66981 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13755375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9103269 | |
| . | 4585125 | |
| 1 | 66981 | 0.5% |
Interactions
Correlations
| Credit_Score | DFlag | Debt_to_income | Mortgage_Insurance | Number_of_units | Origination_date | Single_borrower | is_First_time_homeowner | is_First_time_homeowner_No | is_Loan_purpose_cash | is_Loan_purpose_noca | is_Loan_purpose_purc | is_Occupancy_status_inve | is_Occupancy_status_prim | is_Occupancy_status_seco | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_reta | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Credit_Score | 1.000 | 0.000 | -0.154 | -0.066 | 0.002 | 0.012 | 0.007 | 0.015 | 0.015 | 0.007 | 0.005 | 0.010 | 0.004 | 0.005 | 0.003 | 0.004 | 0.006 | 0.008 | 0.002 | 0.002 | 0.000 | 0.000 | 0.001 |
| DFlag | 0.000 | 1.000 | 0.052 | 0.033 | 0.011 | 0.111 | 0.027 | 0.017 | 0.017 | 0.005 | 0.004 | 0.001 | 0.004 | 0.008 | 0.008 | 0.002 | 0.025 | 0.024 | 0.001 | 0.000 | 0.000 | 0.001 | 0.002 |
| Debt_to_income | -0.154 | 0.052 | 1.000 | 0.059 | 0.024 | 0.029 | 0.091 | 0.026 | 0.026 | 0.033 | 0.083 | 0.044 | 0.057 | 0.057 | 0.027 | 0.036 | 0.017 | 0.037 | 0.027 | 0.008 | 0.006 | 0.015 | 0.027 |
| Mortgage_Insurance | -0.066 | 0.033 | 0.059 | 1.000 | 0.041 | 0.044 | 0.074 | 0.414 | 0.414 | 0.326 | 0.205 | 0.425 | 0.172 | 0.188 | 0.083 | 0.028 | 0.084 | 0.075 | 0.045 | 0.013 | 0.009 | 0.033 | 0.027 |
| Number_of_units | 0.002 | 0.011 | 0.024 | 0.041 | 1.000 | 0.010 | 0.021 | 0.032 | 0.032 | 0.029 | 0.006 | 0.019 | 0.259 | 0.197 | 0.029 | 0.024 | 0.004 | 0.013 | 0.045 | 0.005 | 0.009 | 0.089 | 0.110 |
| Origination_date | 0.012 | 0.111 | 0.029 | 0.044 | 0.010 | 1.000 | 0.035 | 0.133 | 0.133 | 0.056 | 0.229 | 0.226 | 0.044 | 0.037 | 0.022 | 0.043 | 0.055 | 0.076 | 0.011 | 0.007 | 0.010 | 0.018 | 0.022 |
| Single_borrower | 0.007 | 0.027 | 0.091 | 0.074 | 0.021 | 0.035 | 1.000 | 0.073 | 0.073 | 0.010 | 0.014 | 0.021 | 0.016 | 0.017 | 0.049 | 0.014 | 0.001 | 0.008 | 0.088 | 0.013 | 0.002 | 0.026 | 0.027 |
| is_First_time_homeowner | 0.015 | 0.017 | 0.026 | 0.414 | 0.032 | 0.133 | 0.073 | 1.000 | 1.000 | 0.268 | 0.295 | 0.476 | 0.145 | 0.183 | 0.103 | 0.018 | 0.063 | 0.072 | 0.085 | 0.036 | 0.001 | 0.016 | 0.037 |
| is_First_time_homeowner_No | 0.015 | 0.017 | 0.026 | 0.414 | 0.032 | 0.133 | 0.073 | 1.000 | 1.000 | 0.268 | 0.295 | 0.476 | 0.145 | 0.183 | 0.103 | 0.018 | 0.063 | 0.072 | 0.085 | 0.036 | 0.001 | 0.016 | 0.037 |
| is_Loan_purpose_cash | 0.007 | 0.005 | 0.033 | 0.326 | 0.029 | 0.056 | 0.010 | 0.268 | 0.268 | 1.000 | 0.298 | 0.564 | 0.040 | 0.001 | 0.057 | 0.019 | 0.073 | 0.081 | 0.072 | 0.009 | 0.011 | 0.080 | 0.117 |
| is_Loan_purpose_noca | 0.005 | 0.004 | 0.083 | 0.205 | 0.006 | 0.229 | 0.014 | 0.295 | 0.295 | 0.298 | 1.000 | 0.620 | 0.022 | 0.046 | 0.045 | 0.020 | 0.062 | 0.046 | 0.028 | 0.012 | 0.006 | 0.027 | 0.042 |
| is_Loan_purpose_purc | 0.010 | 0.001 | 0.044 | 0.425 | 0.019 | 0.226 | 0.021 | 0.476 | 0.476 | 0.564 | 0.620 | 1.000 | 0.014 | 0.041 | 0.086 | 0.001 | 0.114 | 0.106 | 0.083 | 0.018 | 0.004 | 0.089 | 0.133 |
| is_Occupancy_status_inve | 0.004 | 0.004 | 0.057 | 0.172 | 0.259 | 0.044 | 0.016 | 0.145 | 0.145 | 0.040 | 0.022 | 0.014 | 1.000 | 0.794 | 0.056 | 0.024 | 0.020 | 0.004 | 0.034 | 0.010 | 0.017 | 0.046 | 0.026 |
| is_Occupancy_status_prim | 0.005 | 0.008 | 0.057 | 0.188 | 0.197 | 0.037 | 0.017 | 0.183 | 0.183 | 0.001 | 0.046 | 0.041 | 0.794 | 1.000 | 0.563 | 0.013 | 0.018 | 0.009 | 0.071 | 0.010 | 0.006 | 0.031 | 0.011 |
| is_Occupancy_status_seco | 0.003 | 0.008 | 0.027 | 0.083 | 0.029 | 0.022 | 0.049 | 0.103 | 0.103 | 0.057 | 0.045 | 0.086 | 0.056 | 0.563 | 1.000 | 0.011 | 0.002 | 0.009 | 0.070 | 0.003 | 0.013 | 0.012 | 0.053 |
| is_Origination_channel_brok | 0.004 | 0.002 | 0.036 | 0.028 | 0.024 | 0.043 | 0.014 | 0.018 | 0.018 | 0.019 | 0.020 | 0.001 | 0.024 | 0.013 | 0.011 | 1.000 | 0.243 | 0.405 | 0.026 | 0.003 | 0.014 | 0.003 | 0.016 |
| is_Origination_channel_corr | 0.006 | 0.025 | 0.017 | 0.084 | 0.004 | 0.055 | 0.001 | 0.063 | 0.063 | 0.073 | 0.062 | 0.114 | 0.020 | 0.018 | 0.002 | 0.243 | 1.000 | 0.788 | 0.002 | 0.012 | 0.027 | 0.046 | 0.037 |
| is_Origination_channel_reta | 0.008 | 0.024 | 0.037 | 0.075 | 0.013 | 0.076 | 0.008 | 0.072 | 0.072 | 0.081 | 0.046 | 0.106 | 0.004 | 0.009 | 0.009 | 0.405 | 0.788 | 1.000 | 0.014 | 0.009 | 0.035 | 0.045 | 0.045 |
| is_Property_type_cond | 0.002 | 0.001 | 0.027 | 0.045 | 0.045 | 0.011 | 0.088 | 0.085 | 0.085 | 0.072 | 0.028 | 0.083 | 0.034 | 0.071 | 0.070 | 0.026 | 0.002 | 0.014 | 1.000 | 0.011 | 0.019 | 0.188 | 0.399 |
| is_Property_type_coop | 0.002 | 0.000 | 0.008 | 0.013 | 0.005 | 0.007 | 0.013 | 0.036 | 0.036 | 0.009 | 0.012 | 0.018 | 0.010 | 0.010 | 0.003 | 0.003 | 0.012 | 0.009 | 0.011 | 1.000 | 0.002 | 0.022 | 0.048 |
| is_Property_type_manu | 0.000 | 0.000 | 0.006 | 0.009 | 0.009 | 0.010 | 0.002 | 0.001 | 0.001 | 0.011 | 0.006 | 0.004 | 0.017 | 0.006 | 0.013 | 0.014 | 0.027 | 0.035 | 0.019 | 0.002 | 1.000 | 0.039 | 0.082 |
| is_Property_type_pud | 0.000 | 0.001 | 0.015 | 0.033 | 0.089 | 0.018 | 0.026 | 0.016 | 0.016 | 0.080 | 0.027 | 0.089 | 0.046 | 0.031 | 0.012 | 0.003 | 0.046 | 0.045 | 0.188 | 0.022 | 0.039 | 1.000 | 0.814 |
| is_Property_type_sing | 0.001 | 0.002 | 0.027 | 0.027 | 0.110 | 0.022 | 0.027 | 0.037 | 0.037 | 0.117 | 0.042 | 0.133 | 0.026 | 0.011 | 0.053 | 0.016 | 0.037 | 0.045 | 0.399 | 0.048 | 0.082 | 0.814 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Origination_date | Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2016-01-01 | 787.0 | 25.0 | 1.0 | 88 | 36.0 | 88 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1 | 2016-01-01 | 779.0 | 0.0 | 1.0 | 75 | 36.0 | 75 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 2 | 2016-01-01 | 816.0 | 30.0 | 1.0 | 95 | 34.0 | 95 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 3 | 2016-01-01 | 740.0 | 25.0 | 1.0 | 90 | 44.0 | 90 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4 | 2016-01-01 | 786.0 | 30.0 | 1.0 | 92 | 28.0 | 92 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 |
| 5 | 2016-01-01 | 806.0 | 0.0 | 1.0 | 60 | 47.0 | 60 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 |
| 6 | 2016-01-01 | 757.0 | 0.0 | 1.0 | 17 | 46.0 | 17 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 |
| 7 | 2016-01-01 | 753.0 | 0.0 | 1.0 | 62 | 50.0 | 62 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 8 | 2016-01-01 | 778.0 | 0.0 | 1.0 | 80 | 18.0 | 80 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 9 | 2016-01-01 | 745.0 | 0.0 | 1.0 | 55 | 46.0 | 55 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 |
| Origination_date | Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4585115 | 2019-10-01 | 715.0 | 0.0 | 1.0 | 80.0 | 48.0 | 80.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585116 | 2019-10-01 | 665.0 | 0.0 | 1.0 | 80.0 | 31.0 | 80.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585117 | 2019-10-01 | 672.0 | 0.0 | 1.0 | 77.0 | 31.0 | 77.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585118 | 2019-10-01 | 723.0 | 0.0 | 1.0 | 80.0 | 42.0 | 80.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585119 | 2019-10-01 | 695.0 | 0.0 | 1.0 | 68.0 | 43.0 | 68.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585120 | 2019-10-01 | 713.0 | 0.0 | 1.0 | 37.0 | 28.0 | 37.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585121 | 2019-10-01 | 690.0 | 0.0 | 1.0 | 40.0 | 40.0 | 40.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 |
| 4585122 | 2019-10-01 | 653.0 | 0.0 | 1.0 | 69.0 | 45.0 | 69.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585123 | 2019-10-01 | 661.0 | 0.0 | 1.0 | 43.0 | 32.0 | 43.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4585124 | 2019-10-01 | 720.0 | 0.0 | 1.0 | 63.0 | 42.0 | 63.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
Duplicate rows
Most frequently occurring
| Origination_date | Credit_Score | Mortgage_Insurance | Number_of_units | Debt_to_income | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 195888 | 2016-07-01 | 809.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 90 |
| 44231 | 2016-01-01 | 809.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 69 |
| 115001 | 2016-04-01 | 809.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 68 |
| 45163 | 2016-01-01 | 813.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 61 |
| 109755 | 2016-04-01 | 801.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 61 |
| 109747 | 2016-04-01 | 801.0 | 0.0 | 1.0 | NaN | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 59 |
| 273943 | 2016-10-01 | 813.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 55 |
| 273536 | 2016-10-01 | 812.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 54 |
| 39925 | 2016-01-01 | 799.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 52 |
| 41632 | 2016-01-01 | 802.0 | 0.0 | 1.0 | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 52 |